Title :
SAS: Semantics Aware Search in P2P Networks
Author :
Himali, D. M. Rasanjalee ; Navathe, Shamkant B. ; Prasad, Sushil K.
Author_Institution :
Dept. of Comput. Sci., Georgia State Univ., Atlanta, GA, USA
Abstract :
Resource management is very important yet challenging in large scale distributed systems like P2P networks. With more and more users incorporating semantic meta-data with their resources, the resource discovery mechanism should not only be able to scale well with the large number of information resources but also be capable of retrieving semantically relevant resources distributed in the P2P network with high accuracy and efficiency. In this paper we address these problems by proposing an ontology-based fully-decentralized peer clustering scheme where the network topology is optimized to perform efficient semantic query routing. The proposed semantic clustering scheme utilizes the structural relationships in ontology to organize peers into clusters based on the semantics of the resources they share. Performance evaluation demonstrates that our proposed approach can dramatically improve the search efficiency of unstructured P2P systems while keeping the communication cost at a comparable level compared with state-of-art unstructured P2P systems.
Keywords :
meta data; ontologies (artificial intelligence); pattern clustering; peer-to-peer computing; query processing; resource allocation; P2P network; SAS; information resources; large scale distributed systems; network topology; ontology-based fully-decentralized peer clustering scheme; resource discovery mechanism; resource management; resources semantics; search efficiency; semantic clustering scheme; semantic meta-data; semantic query routing; semantics aware search; structural relationships; unstructured P2P systems; Clustering algorithms; Ontologies; Peer-to-peer computing; Query processing; Semantics; Synthetic aperture sonar; Vectors; Peer-to-peer search; semantic P2P networks; semantic clustering;
Conference_Titel :
Distributed Computing Systems Workshops (ICDCSW), 2013 IEEE 33rd International Conference on
Conference_Location :
Philadelphia, PA
Print_ISBN :
978-1-4799-3247-4
DOI :
10.1109/ICDCSW.2013.57